The main goal of this clinical trial is to test if adding pertuzumab (Perjeta), improves the anticancer activity of the combination chemotherapy regimen of trastuzumab (Herceptin) concomitant with paclitaxel, 5-fluorouracil, epirubicin, and cyclophosphamide (T-FEC). The study will also test the safety of this therapy.